A history-based parametric CAD sketch dataset with advanced engineering commands

IF 3 3区 计算机科学 Q2 COMPUTER SCIENCE, SOFTWARE ENGINEERING
Rubin Fan , Fazhi He , Yuxin Liu , Jing Lin
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引用次数: 0

Abstract

Modern computer-aided design (CAD) adopts history-based parametric modeling paradigm, in which the sketches play a crucial role to represent the design history, design intent, and design semantics of human engineers. Recent academic works include simple features, which are not suitable for the real-world engineering tasks. How to understand, generate and reconstruct CAD sketches with advanced engineering commands (primitives, operations and constraints) are still open challenges. To address these challenges, this paper is the first work to propose a history-based parametric CAD sketch dataset to support advanced engineering commands, named as HPSketch. Firstly, unlike existing simple datasets which are mainly composed of simple sketch primitives (typical line, arc, circle), HPSketch devises advanced primitives (such as parabola, hyperbola), operations (such as chamfer, fillet, rotation), and fruitful constraints. Secondly, HPSketch creatively propose a primitive selection command for advanced sketch operations, which can fully express the design intent and design knowledge for engineering design. This selection method is only available in our HPSketch dataset. Furthermore, unlike the simple fixed interactive constraints in previous sketch datasets, HPSketch presents a complicated, flexible constraint mechanism, which supports complicated engineering constraints. At present, HPSketch consists of 151,984 parametric sketches and 377,623 loops with 29 command types. The experiments show that the generated 2D sketches and 3D CAD models based on HPSketch are more complicated and more diverse than those based on existing sketch datasets. What is more encouraging is that sketches generated by HPSketch can be edited and re-designed by human engineers on mainstream industrial CAD softwares.
具有高级工程命令的基于历史的参数化CAD草图数据集
现代计算机辅助设计(CAD)采用基于历史的参数化建模范式,其中草图在表达人类工程师的设计历史、设计意图和设计语义方面起着至关重要的作用。最近的学术著作包括简单的特征,不适合现实世界的工程任务。如何理解,生成和重建CAD草图与先进的工程命令(原语,操作和约束)仍然是开放的挑战。为了解决这些挑战,本文首次提出了一个基于历史的参数化CAD草图数据集,以支持高级工程命令,名为HPSketch。首先,与现有的简单数据集主要由简单的草图基元(典型的直线、圆弧、圆)组成不同,HPSketch设计了高级的基元(如抛物线、双曲线)、操作(如倒角、圆角、旋转)和富有成效的约束。其次,HPSketch创造性地提出了用于高级草图操作的原语选择命令,可以充分表达工程设计的设计意图和设计知识。这种选择方法只在我们的HPSketch数据集中可用。与以往草图数据集中简单的固定交互约束不同,HPSketch提供了复杂、灵活的约束机制,支持复杂的工程约束。目前,HPSketch由151,984个参数草图和377,623个循环组成,具有29个命令类型。实验表明,基于HPSketch生成的2D草图和3D CAD模型比基于现有草图数据集生成的草图更复杂、更多样化。更令人鼓舞的是,HPSketch生成的草图可以由人类工程师在主流工业CAD软件上进行编辑和重新设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Computer-Aided Design
Computer-Aided Design 工程技术-计算机:软件工程
CiteScore
5.50
自引率
4.70%
发文量
117
审稿时长
4.2 months
期刊介绍: Computer-Aided Design is a leading international journal that provides academia and industry with key papers on research and developments in the application of computers to design. Computer-Aided Design invites papers reporting new research, as well as novel or particularly significant applications, within a wide range of topics, spanning all stages of design process from concept creation to manufacture and beyond.
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